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Context matching is not reasoning when performing generalized clinical evaluation of generative language models
npj Digital Medicine, Published online: 27 December 2025; doi:10.1038/s41746-025-02253-2
Context matching is not reasoning when performing generalized clinical evaluation of generative language modelsA novel evaluation benchmark for medical LLMs illuminating safety and effectiveness in clinical domains
npj Digital Medicine, Published online: 26 December 2025; doi:10.1038/s41746-025-02277-8
A novel evaluation benchmark for medical LLMs illuminating safety and effectiveness in clinical domainsComparison of liquid biopsy-based technologies for cancer screening
Crit Rev Clin Lab Sci. 2025 Dec 27:1-12. doi: 10.1080/10408363.2025.2606357. Online ahead of print.
ABSTRACT
Circulating plasma DNA has found important applications in diverse medical fields, including prenatal testing, transplantation, and especially cancer. Many companies have developed products for detecting minimal residual disease, selecting or monitoring therapy, assessing prognosis, and confirming diagnosis. One major application is in screening asymptomatic individuals for the presence of cancer. Screening may facilitate better clinical outcomes through earlier interventions. Collectively, these technologies are widely known as "liquid biopsies". After the extraction of free DNA from the circulation, it is analyzed by various molecular techniques to explore differences between DNA originating from normal cells and cancer cells. Circulating plasma DNA originating from tumors (ctDNA) is expected to harbor the same molecular changes as tumor tissue itself. Thus, ctDNA is considered a surrogate of cancer tissue, but without the need to perform invasive biopsies to obtain it. Many new diagnostic companies have taken advantage of this new biomarker and developed technologies for screening for one or multiple cancers. We previously estimated the amount of ctDNA in circulation, which is admixed with DNA originating from normal cells. We concluded that since only a small fraction of the whole plasma (3 liters) is used for testing (3 to 4 mL), it is possible that the retrieved ctDNA may not be enough for cancer diagnosis in all patients. This problem is more acute with small tumors. Here, we mention some companies in the "liquid biopsy" arena and analyze their clinical data to establish if their tests are close to entering the clinic. We conclude from this analysis that current data do not support the use of these technologies for population screening due to many false negative and false positive results.
PMID:41454842 | DOI:10.1080/10408363.2025.2606357
Cancer in a drop: Liquid biopsy highlights from the World Conference on Lung Cancer (WCLC) 2025
J Liq Biopsy. 2025 Nov 29;10:100449. doi: 10.1016/j.jlb.2025.100449. eCollection 2025 Dec.
ABSTRACT
The role of liquid biopsy in oncological care continues to expand, with multiple studies presented at the International Association for the Study of Lung Cancer (IASLC) 2025 World Conference on Lung Cancer (WCLC 2025). This review summarizes recent advances in liquid biopsy for thoracic oncology, encompassing both non-small cell lung cancer (NSCLC) and small cell lung cancer (SCLC). In early detection and screening, proteomic profiling has identified potential biomarkers predictive of future lung cancer risk. The integration of proteomics with clinical and imaging data can improve pulmonary nodule malignancy prediction. In resectable NSCLC, tumour-informed whole-genome sequencing (WGS) assay demonstrated high sensitivity for minimal residual disease (MRD) detection, with MRD clearance following neoadjuvant osimertinib or chemo-immunotherapy associated with favorable outcomes. In advanced NSCLC, longitudinal liquid biopsy analyses reveal dynamic subclonal evolution driving early treatment resistance. Circulating tumor DNA (ctDNA) clearance following targeted therapy in MET exon 14 skipping and BRAF-mutated tumors was associated with improved clinical outcomes. Emerging biomarkers such as ctDNA tumour fraction and circulating microRNA signatures are promising for radiotherapy stratification and prediction of immunotherapy-related toxicities. In SCLC, MRD monitoring enables earlier detection of disease progression and supports ctDNA-guided selection of patients for consolidation immunotherapy following chemotherapy. Overall, these advances demonstrate the expanding role of liquid biopsy in improving early detection, guiding treatment, and improving disease monitoring in lung cancer.
PMID:41438843 | PMC:PMC12720026 | DOI:10.1016/j.jlb.2025.100449